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Verifying AI-Generated Images: Techniques and Tools for Authenticity

Date

Mar 2025 - Apr 2025

Project type

Cybersecurity

Skills

Skills: Cybersecurity Research & Threat Analysis · Metadata Analysis · Technical Report Writing · Cryptographic Verification · AI-Generated Content Detection

Collaborated with a cross-functional team to research and evaluate state-of-the-art methods for detecting AI-generated imagery. Explored cryptographic verification (digital signatures, hashing), metadata analysis (EXIF, TWIGMA), AI-based detection tools (FotoForensics, SynthID), and invisible watermarking techniques. Developed a comparative framework using real, AI-generated, and hybrid images, and tested detection methods against adversarial techniques. Proposed a multi-layered verification system and contributed to a broader framework to combat digital misinformation.

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